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In-depth analysis of the shift in the development stage of current large language models (LLMs). The article points out that the competition for model scale has shifted to engineering challenges such as data quality, reliable evaluation, and model alignment safety, which has a profound impact on the practical application of enterprise AI.
A study published in Scientific Reports proposes a reward-updated GRPO framework that uses LLMs to generate reasoning data for training another model, achieving high domain accuracy at a cost of approximately $80. This article analyzes the impact of this technology on enterprise AI customization, the open-source ecosystem, and infrastructure from an industry perspective.
VivaTech 2026 will focus on enterprise AI. European startups are shifting from foundational models to AI integration in vertical industries such as manufacturing, logistics, and healthcare. Investors are also beginning to emphasize actual ROI and compliance capabilities.